{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true, "deletable": true, "editable": true }, "source": [ "This notebook tries to recreate the style of the iconic travel sequence from \"Raiders of the Lost Ark\" using Python. If you're not remembering it well, here it is: https://www.youtube.com/watch?v=5TY5Fp6O5iM\n", "\n", "If you have never seen the movie, what are you doing with your life? Please take care of that ASAP.\n", "\n", "We'll be using Matplotlib and Basemap to create the maps, and the wonderful MoviePy to handle the animation and take care of editing/composing the final video." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.lines as lines\n", "import numpy as np\n", "from mpl_toolkits.basemap import Basemap\n", "\n", "from moviepy.editor import *\n", "from moviepy.video.io.bindings import mplfig_to_npimage\n", "import bisect" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "times = [-0.01, 5.5, 10, 20, 23, 26, 32]\n", "lats = [38.7139, 24.9500, 13.7500, 18.7953, 13.3622, 21.0333, 9.5000]\n", "lons = [-9.1394, 55.3333, 100.4667, 98.9986, 103.8597, 105.8500, 100.0000]\n", "\n", "cam_lat_offset = [0, -2, 1, 0, 0, 1, -2]\n", "cam_lon_offset = [0, 2, 3, 2, 3, 4, 2]" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "### Basic Mapping" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "deletable": true, "editable": true, "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqsAAAEcCAYAAADgPP2hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig0, ax = plt.subplots(1,figsize=(12,8), facecolor='white')\n", "\n", "m = Basemap(llcrnrlon=-15,llcrnrlat=0,urcrnrlon=110,urcrnrlat=45,\n", " resolution='l',projection='merc')\n", "\n", "m.drawmapboundary(fill_color='#2B65EC')\n", "m.drawcountries()\n", "m.fillcontinents(color='#cc9966',lake_color='#2B65EC', zorder=0)\n", "\n", "x, y = m(lons, lats)\n", "m.plot(x, y, '-', linewidth=2, color='r')\n", "m.scatter(x, y, s=40, marker='o',color='r')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true, "deletable": true, "editable": true }, "source": [ "### Animating the line" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[MoviePy] >>>> Building video output/1-animating_line.mp4\n", "[MoviePy] Writing video output/1-animating_line.mp4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████▉| 825/826 [00:49<00:00, 16.62it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[MoviePy] Done.\n", "[MoviePy] >>>> Video ready: output/1-animating_line.mp4 \n", "\n" ] } ], "source": [ "fig1, ax = plt.subplots(1,figsize=(12,8), facecolor='white')\n", "\n", "m = Basemap(llcrnrlon=-15,llcrnrlat=0,urcrnrlon=110,urcrnrlat=45,\n", " resolution='l',projection='merc')\n", "\n", "m.drawmapboundary(fill_color='#2B65EC')\n", "m.drawcountries()\n", "m.fillcontinents(color='#cc9966',lake_color='#2B65EC', zorder=0)\n", "\n", "def make_frame_mpl(t):\n", " origin_ind = bisect.bisect_left(times, t)-1\n", " x, y = m([lons[origin_ind], np.interp(t, times, lons)],\n", " [lats[origin_ind], np.interp(t, times, lats)])\n", " m.plot(x, y, '-', linewidth=2, color='r')\n", " return mplfig_to_npimage(fig1)\n", "\n", "animation = VideoClip(make_frame_mpl, duration=times[-1]+1)\n", "\n", "animation.to_videofile('output/1-animating_line.mp4', fps=25);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Output:\n", "\n", "[![1-animating_line](https://img.youtube.com/vi/brQqFk22HtU/0.jpg)](https://youtu.be/brQqFk22HtU)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Animating the Camera" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[MoviePy] >>>> Building video output/2_animating_camera.mp4\n", "[MoviePy] Writing video output/2_animating_camera.mp4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████▉| 900/901 [03:26<00:00, 3.99it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[MoviePy] Done.\n", "[MoviePy] >>>> Video ready: output/2_animating_camera.mp4 \n", "\n" ] } ], "source": [ "fig2 = plt.figure(1,figsize=(12.8,7.2), facecolor='white')\n", "ax = fig2.add_subplot(111)\n", "\n", "m = Basemap(llcrnrlon=-15,llcrnrlat=0,urcrnrlon=180,urcrnrlat=45,\n", " resolution='i',projection='merc')\n", "\n", "m.drawmapboundary(fill_color='#2B65EC')\n", "m.drawcountries()\n", "m.fillcontinents(color='#cc9966',lake_color='#2B65EC', zorder=0)\n", "\n", "def make_frame_mpl_improved(t):\n", " line_ind = bisect.bisect_left(times, t)\n", " line_lons = lons[:line_ind]\n", " line_lats = lats[:line_ind]\n", " \n", " end_lon = np.interp(t, times, lons)\n", " end_lat = np.interp(t, times, lats)\n", " \n", " line_lons.append(end_lon)\n", " line_lats.append(end_lat)\n", " \n", " x, y = m(line_lons, line_lats)\n", " \n", " m.plot(x, y, '-', linewidth=4, color='r')\n", " if line_ind-1==(len(times)-1):\n", " x, y = m(lons[-1], lats[-1])\n", " m.scatter(x, y, s=40, marker='o',color='r')\n", "\n", " #camera\n", " c_lon = np.interp(t, times, cam_lon_offset)+end_lon\n", " c_lat = np.interp(t, times, cam_lat_offset)+end_lat\n", "\n", " c_x, c_y = m(c_lon, c_lat)\n", " \n", " ax.set_xlim(c_x-711111, c_x+711111)\n", " ax.set_ylim(c_y-400000, c_y+400000)\n", " \n", " return mplfig_to_npimage(fig2)\n", "\n", "animation2 = VideoClip(make_frame_mpl_improved, duration=times[-1]+4)\n", "\n", "animation2.to_videofile('output/2_animating_camera.mp4', fps=25);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Outupt:\n", "\n", "[![2-animating_camera](https://img.youtube.com/vi/H8Znnge3t80/0.jpg)](https://youtu.be/H8Znnge3t80)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Composing the final video" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#background videos\n", "clips = [VideoFileClip(\"videos/\"+\"1 - dubai.mp4\"),\n", " VideoFileClip(\"videos/2 - bangkok.mp4\"),\n", " VideoFileClip(\"videos/3 - train.mp4\"),\n", " VideoFileClip(\"videos/4 - angkor.mp4\"),\n", " VideoFileClip(\"videos/5 - hanoi.mp4\").subclip(4,10),\n", " VideoFileClip(\"videos/6 - ha long.mp4\").subclip(13.5,20),\n", " VideoFileClip(\"videos/7 - koh samui.mp4\")\n", " ]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[MoviePy] >>>> Building video output/3-putting_it_all_together.mp4\n", "[MoviePy] Writing video output/3-putting_it_all_together.mp4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|███████████████████████████████████████████████████████████████████████████████▉| 900/901 [04:14<00:00, 5.00it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[MoviePy] Done.\n", "[MoviePy] >>>> Video ready: output/3-putting_it_all_together.mp4 \n", "\n" ] } ], "source": [ "plt.close()\n", "\n", "fig3 = plt.figure(1,figsize=(12.8,7.2), facecolor='white')\n", "ax3 = fig3.add_subplot(111)\n", "\n", "m3 = Basemap(llcrnrlon=-15,llcrnrlat=0,urcrnrlon=180,urcrnrlat=45,\n", " resolution='i',projection='merc')\n", "\n", "m3.drawmapboundary(fill_color='#2B65EC')\n", "m3.drawcountries()\n", "m3.fillcontinents(color='#cc9966',lake_color='#2B65EC', zorder=0)\n", "\n", "def make_frame_mpl_improved(t):\n", " #lines\n", " line_ind = bisect.bisect_left(times, t)\n", " line_lons = lons[:line_ind]\n", " line_lats = lats[:line_ind]\n", "\n", " end_lon = np.interp(t, times, lons)\n", " end_lat = np.interp(t, times, lats)\n", " \n", " line_lons.append(end_lon)\n", " line_lats.append(end_lat)\n", " \n", " x, y = m3(line_lons, line_lats)\n", " \n", " m3.plot(x, y, '-', linewidth=4, color='r', ax=ax3)\n", " if line_ind-1==(len(times)-1):\n", " x, y = m3(lons[-1], lats[-1])\n", " m3.scatter(x, y, s=40, marker='o',color='r')\n", "\n", " #camera\n", " c_lon = np.interp(t, times, cam_lon_offset)+end_lon\n", " c_lat = np.interp(t, times, cam_lat_offset)+end_lat\n", "\n", " c_x, c_y = m3(c_lon, c_lat)\n", " \n", " ax3.set_xlim(c_x-711111, c_x+711111)\n", " ax3.set_ylim(c_y-400000, c_y+400000)\n", " \n", " return mplfig_to_npimage(fig3)\n", "\n", "\n", "#creating the map animation\n", "animation3 = VideoClip(make_frame_mpl_improved, duration=times[-1]+4\n", " ).crop(y1=50*2, y2=-52*2, x1=64*2, x2=-50*2)\n", "\n", "#creating the travel video\n", "travel_video = CompositeVideoClip([clip.set_start(time) for clip, time in zip(clips, times)]\n", " ).without_audio()\n", "\n", "#putting the two together\n", "video = CompositeVideoClip([animation3.set_start(0),\n", " travel_video.set_start(0).set_end(35).resize(width=795).set_opacity(0.5)])\n", "\n", "video.to_videofile('output/3-putting_it_all_together.mp4', fps=25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Outupt:\n", "\n", "[![2-animating_camera](https://img.youtube.com/vi/1nhG-bJO6KQ/0.jpg)](https://youtu.be/1nhG-bJO6KQ)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }